What does a hybrid Bayesian network contain?
A bayesian network where the random variables represented can be continuous or discrete. Usually the continuous variables are handled with Normal distribution with an input of some linear combination of the variables it is dependent on.

Much more detail can be found in Koller's Probabilistic Graphical Model book: http://pgm.stanford.edu/